[ { "seconds": 2.6831750399996963, "mem_increment_bytes": 989618176, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1944.2398157894736, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 6.385643101000824 }, { "seconds": 0.21488624572753906, "mem_increment_bytes": 984478720, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1944.2398157894736, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 12.674206503999812 }, { "seconds": 0.22857221984863282, "mem_increment_bytes": 984200704, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1944.2398157894736, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 13.955977142999473 }, { "seconds": 5.144414901998971, "mem_increment_bytes": 180477952, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1904.788887368421, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 17.523016598999675 }, { "seconds": 1.2762738639994495, "mem_increment_bytes": 36847616, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1898.220874736842, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 4.542774212999575 }, { "seconds": 0.1662850239990803, "fit_seconds": 0.3730899069996667, "assign_seconds": 0.20680488300058641, "mem_increment_bytes": 56623104, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1906.052417894737, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 20.425373215000945 }, { "seconds": 1.850099943112582e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1913.8241715789475, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 3.2751486619999923 }, { "seconds": 2.350800299000184, "mem_increment_bytes": 989011968, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1895.8974789473684, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 10.104428509001082 }, { "seconds": 0.32771380615234375, "mem_increment_bytes": 984478720, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1895.8974789473684, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 3.899254497000584 }, { "seconds": 0.14444032287597655, "mem_increment_bytes": 984200704, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1895.8974789473684, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 6.3302097729992965 }, { "seconds": 5.3100207679999585, "mem_increment_bytes": 180805632, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1940.5778915789474, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 7.633265720000054 }, { "seconds": 1.275949392998882, "mem_increment_bytes": 36794368, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1940.5778915789474, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 3.7716123629998037 }, { "seconds": 0.13726177399985318, "fit_seconds": 0.3430006130001857, "assign_seconds": 0.20573883900033252, "mem_increment_bytes": 56623104, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1899.6523189473685, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 9.634449544000745 }, { "seconds": 2.13310013350565e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1944.7045989473684, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 1.5727113039993128 }, { "seconds": 2.1379695710002125, "mem_increment_bytes": 989384704, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1892.3419010526316, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 5.19747839899901 }, { "seconds": 0.22003404235839844, "mem_increment_bytes": 984478720, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1896.1248705263158, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 3.8174477180000395 }, { "seconds": 0.16690483093261718, "mem_increment_bytes": 984200704, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1892.3419010526316, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 6.370202247000634 }, { "seconds": 5.007097427998815, "mem_increment_bytes": 180555776, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1932.7829610526317, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 8.165095672000461 }, { "seconds": 1.2834382279997953, "mem_increment_bytes": 36831232, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1932.7829610526317, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 4.420873831999415 }, { "seconds": 0.14155149099860864, "fit_seconds": 0.34996901100021205, "assign_seconds": 0.2084175200016034, "mem_increment_bytes": 56623104, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1872.998727368421, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 8.681249840999953 }, { "seconds": 1.7111000488512218e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1912.564492631579, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 1.5747556169990276 }, { "seconds": 3.4395049739996466, "mem_increment_bytes": 1525280768, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 291.1385255357143, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.61962689900065 }, { "seconds": 0.32983843994140627, "mem_increment_bytes": 1520446976, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 292.62910565476193, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 2.933904743000312 }, { "seconds": 0.2811269226074219, "mem_increment_bytes": 1520400896, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 296.1140074404762, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.523699917999693 }, { "seconds": 7.369080549999126, "mem_increment_bytes": 113811456, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 293.5538516666667, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 8.956680027000402 }, { "seconds": 2.045136538999941, "mem_increment_bytes": 94666752, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 288.2657294642857, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.7254509560007136 }, { "seconds": 0.41422764399794687, "fit_seconds": 0.5336956169994664, "assign_seconds": 0.11946797300151957, "mem_increment_bytes": 142606336, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 293.518243125, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.834630734001621 }, { "seconds": 2.0350998966023326e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 299.40404342261905, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 0.8166161270000885 }, { "seconds": 3.55381024000053, "mem_increment_bytes": 1525202944, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 290.64847583333335, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.699713833000715 }, { "seconds": 0.30414739990234374, "mem_increment_bytes": 1520446976, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 291.1456162797619, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 2.9269538489988918 }, { "seconds": 0.27856179809570314, "mem_increment_bytes": 1520400896, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 292.63916452380954, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.5173273910004355 }, { "seconds": 7.426054065999779, "mem_increment_bytes": 113815552, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 292.0821858035714, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 9.031101876998946 }, { "seconds": 2.04495661799956, "mem_increment_bytes": 94507008, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 291.42624300595236, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.714528815999074 }, { "seconds": 0.3782112409990077, "fit_seconds": 0.49882785599947965, "assign_seconds": 0.12061661500047194, "mem_increment_bytes": 142606336, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 290.9309598809524, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.80089139699885 }, { "seconds": 2.0421000954229385e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 298.0264527976191, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 0.8157537120005145 }, { "seconds": 3.4779242259992316, "mem_increment_bytes": 1525309440, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 293.54299208333333, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.6333400789990264 }, { "seconds": 0.306777099609375, "mem_increment_bytes": 1520446976, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 292.3444397916667, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 2.956490374999703 }, { "seconds": 0.2809098205566406, "mem_increment_bytes": 1520400896, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 293.59192223214285, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.5261587889999646 }, { "seconds": 7.457088757000747, "mem_increment_bytes": 113819648, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 290.4339091666667, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 9.075703944999987 }, { "seconds": 2.0310290079996776, "mem_increment_bytes": 94654464, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 297.7396225297619, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 3.714509483999791 }, { "seconds": 0.37811880499975814, "fit_seconds": 0.49811601500005054, "assign_seconds": 0.1199972100002924, "mem_increment_bytes": 142606336, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 294.13314375, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.763723805999689 }, { "seconds": 2.0321000192780048e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 303.5046088095238, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 0.8235519619993283 }, { "seconds": 12.521848944001249, "mem_increment_bytes": 243511296, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.063328184895834, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 14.351054803999432 }, { "seconds": 0.4826963806152344, "mem_increment_bytes": 222940672, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 31.621198036458335, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.846192045000862 }, { "seconds": 0.7438182373046875, "mem_increment_bytes": 222004224, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 31.66316535546875, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.1613315620015783 }, { "seconds": 11.456612665000648, "mem_increment_bytes": 91541504, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.469348231770834, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 12.675381899998683 }, { "seconds": 1.5314691700004914, "mem_increment_bytes": 91533312, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.562110548177085, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.85967134800012 }, { "seconds": 0.4918574589992204, "fit_seconds": 0.5329141080001136, "assign_seconds": 0.04105664900089323, "mem_increment_bytes": 102760448, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 30.923949276041668, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.9905823820008663 }, { "seconds": 3.2730999009800144e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 33.3545856015625, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 0.6912817159991391 }, { "seconds": 12.483470540999406, "mem_increment_bytes": 243388416, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.60204926171875, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 14.343769350000002 }, { "seconds": 0.48157183837890627, "mem_increment_bytes": 222940672, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 31.562755587239582, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.9336390709995612 }, { "seconds": 0.7437997436523438, "mem_increment_bytes": 222004224, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 31.28382440234375, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.1961022909999883 }, { "seconds": 11.32562703900112, "mem_increment_bytes": 91508736, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.558654846354166, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 12.552970627000832 }, { "seconds": 1.5274748419997195, "mem_increment_bytes": 91332608, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.03342892708333, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.8526108160003787 }, { "seconds": 0.49019919900092646, "fit_seconds": 0.5319956990006176, "assign_seconds": 0.04179649999969115, "mem_increment_bytes": 102760448, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 31.0425671640625, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.9897603090012126 }, { "seconds": 3.444100002525374e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 34.23673644921875, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 0.6953759849984635 }, { "seconds": 12.472803333001139, "mem_increment_bytes": 243597312, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.874438381510416, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 14.29246466999939 }, { "seconds": 0.48612863159179687, "mem_increment_bytes": 222940672, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 31.397425294270832, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.9109442429999035 }, { "seconds": 0.7395552978515625, "mem_increment_bytes": 222004224, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 31.496352192708333, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.1474174550003227 }, { "seconds": 11.545809115999873, "mem_increment_bytes": 91521024, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.430742135416665, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 12.773511828001574 }, { "seconds": 1.531835128000239, "mem_increment_bytes": 91561984, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 31.31939462109375, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 2.874866063999434 }, { "seconds": 0.4591386550000607, "fit_seconds": 0.49913806800032035, "assign_seconds": 0.039999413000259665, "mem_increment_bytes": 102760448, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 31.2847137734375, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 4.025334017000205 }, { "seconds": 3.293100053269882e-05, "mem_increment_bytes": 4096, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 34.23647293229167, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 0.6927060359994357 }, { "seconds": 13.64652042600028, "mem_increment_bytes": 164864000, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.085982373046875, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 15.579715100000612 }, { "seconds": 0.7395983276367187, "mem_increment_bytes": 102903808, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.0868914140392485, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.04462133800007 }, { "seconds": 1.385933837890625, "mem_increment_bytes": 102903808, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0856885246930803, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 2.4722556050001003 }, { "seconds": 15.267202925000674, "mem_increment_bytes": 40546304, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0859378138950893, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 16.62139625999953 }, { "seconds": 1.9458791270008078, "mem_increment_bytes": 40800256, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0870501011439733, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.372531548999177 }, { "seconds": 0.6965687550000439, "fit_seconds": 0.735899397999674, "assign_seconds": 0.03933064299963007, "mem_increment_bytes": 60817408, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.0850122784133185, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.857192406998365 }, { "seconds": 4.6331999328685924e-05, "mem_increment_bytes": 8192, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.1889134349423363, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 0.5816072870002245 }, { "seconds": 13.48102261799977, "mem_increment_bytes": 164782080, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0877507915969122, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 15.461812350999026 }, { "seconds": 0.736260986328125, "mem_increment_bytes": 102903808, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.0858206749906993, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.019503151999743 }, { "seconds": 1.382191162109375, "mem_increment_bytes": 102903808, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0860272533017112, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 2.5404776870000205 }, { "seconds": 15.301470292000886, "mem_increment_bytes": 40677376, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0868171543666294, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 16.66333211300116 }, { "seconds": 1.9413640790007776, "mem_increment_bytes": 40890368, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0865310428292412, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.37848041199868 }, { "seconds": 0.6897643490010523, "fit_seconds": 0.7292920809995849, "assign_seconds": 0.039527731998532545, "mem_increment_bytes": 60817408, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.0863847470238095, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.8750339849993907 }, { "seconds": 5.111300015414599e-05, "mem_increment_bytes": 8192, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.1948968147786458, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 0.5969792019986926 }, { "seconds": 13.404356630999246, "mem_increment_bytes": 164814848, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0857637359328498, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 15.35851998399994 }, { "seconds": 0.7429151000976563, "mem_increment_bytes": 102903808, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.0867684040178571, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.1283733810014382 }, { "seconds": 1.3825596923828125, "mem_increment_bytes": 102903808, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0855676035853794, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 2.535808131000522 }, { "seconds": 18.88243034900006, "mem_increment_bytes": 40677376, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0872521762230283, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 20.25294581700109 }, { "seconds": 1.956930320000538, "mem_increment_bytes": 40853504, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0876039448474701, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.3964387550004176 }, { "seconds": 0.6968463360008172, "fit_seconds": 0.7368508380004641, "assign_seconds": 0.04000450199964689, "mem_increment_bytes": 60817408, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.083857152390253, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.8163811590002297 }, { "seconds": 4.4192000132170506e-05, "mem_increment_bytes": 8192, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.18337211937314, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 0.5753217330002371 }, { "seconds": 20.402562754999963, "mem_increment_bytes": 59457536, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.02150122553507487, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 22.46193806300107 }, { "seconds": 1.4771414794921875, "mem_increment_bytes": 33513984, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.02152303894890679, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.845923348000724 }, { "seconds": 2.991161376953125, "mem_increment_bytes": 32942592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.021443617276792174, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.189529519000644 }, { "seconds": 27.857086729000002, "mem_increment_bytes": 13180928, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021548732277199074, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 29.3021559000008 }, { "seconds": 3.004735955000797, "mem_increment_bytes": 13107200, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.02156634484750253, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.525350571999297 }, { "seconds": 0.906675226000516, "fit_seconds": 0.9465433519999351, "assign_seconds": 0.039868125999419135, "mem_increment_bytes": 14680064, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.021467334295202183, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.1381147259999125 }, { "seconds": 0.00030764399889449123, "mem_increment_bytes": 32768, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.05221637787995515, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 0.6734819000012067 }, { "seconds": 20.239026438999645, "mem_increment_bytes": 59445248, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.02136390847100152, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 22.326783606999015 }, { "seconds": 1.4888192138671874, "mem_increment_bytes": 33513984, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.021475809139675565, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.88150981400031 }, { "seconds": 2.998279052734375, "mem_increment_bytes": 32942592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.021431095419989693, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.24001992599915 }, { "seconds": 27.680866992999654, "mem_increment_bytes": 13176832, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021566815453988534, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 29.126938885001437 }, { "seconds": 2.9946483510011603, "mem_increment_bytes": 13422592, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021529979211312753, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.506303271000434 }, { "seconds": 0.9126770769998984, "fit_seconds": 0.952937820000443, "assign_seconds": 0.04026074300054461, "mem_increment_bytes": 14680064, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.021384045636212386, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.092839098000695 }, { "seconds": 0.00024671099890838377, "mem_increment_bytes": 28672, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.05438326690108688, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 0.6639446670014877 }, { "seconds": 20.46587017499951, "mem_increment_bytes": 59699200, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021480539336027924, "impl": "torch-cpu", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 22.536115462999078 }, { "seconds": 1.520049072265625, "mem_increment_bytes": 33513984, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.021498477257622613, "impl": "torch-cuda", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.8889242699988245 }, { "seconds": 2.971503662109375, "mem_increment_bytes": 32942592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.02143312355324074, "impl": "cupy", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.166489229000945 }, { "seconds": 27.663787048000813, "mem_increment_bytes": 13176832, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021517765921133535, "sklearn": "1.7.2", "impl": "sklearn-vanilla", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 29.11197077200086 }, { "seconds": 2.9911539599997923, "mem_increment_bytes": 13295616, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021472066992300528, "sklearn": "1.10.dev0", "impl": "sklearn-optimized", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.499640732999978 }, { "seconds": 0.9051412509998045, "fit_seconds": 0.9459163970004738, "assign_seconds": 0.04077514600066934, "mem_increment_bytes": 14680064, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.021490250764069734, "cuml": "26.10.00", "impl": "cuml", "init": "plusplus", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.120161320999614 }, { "seconds": 0.00031173299976217095, "mem_increment_bytes": 28672, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.05527037466543692, "impl": "random-baseline", "init": "random", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 0.6915444999995088 }, { "seconds": 18.666404695000892, "mem_increment_bytes": 989638656, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1902.8018221052632, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 21.674506575000123 }, { "seconds": 0.8937011108398437, "mem_increment_bytes": 984479232, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1897.885337894737, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 4.529434174999551 }, { "seconds": 1.991106689453125, "mem_increment_bytes": 984201216, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1898.3724610526315, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 8.388191833000747 }, { "seconds": 0.49784291699870664, "fit_seconds": 0.704814410999461, "assign_seconds": 0.20697149400075432, "mem_increment_bytes": 54525952, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1071.8452705263157, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 17.76230574100009 }, { "seconds": 0.0, "fit_seconds": 0.1728927759995713, "assign_seconds": 0.20784722700045677, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1902.358287368421, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 0, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 16.356132242000967 }, { "seconds": 18.599426885999492, "mem_increment_bytes": 989536256, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1907.0624052631579, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 26.58368853799948 }, { "seconds": 1.0033377075195313, "mem_increment_bytes": 984479232, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1857.518687368421, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 4.589423598999929 }, { "seconds": 1.4098001708984376, "mem_increment_bytes": 984201216, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1907.0624052631579, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 7.79307717699885 }, { "seconds": 0.4877632959996845, "fit_seconds": 0.7000692580004397, "assign_seconds": 0.21230596200075524, "mem_increment_bytes": 54525952, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1113.4515568421052, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 14.592063868998594 }, { "seconds": 0.0, "fit_seconds": 0.16968120999990788, "assign_seconds": 0.21141885600081878, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1971.4464957894736, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 1, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 14.951267261001703 }, { "seconds": 18.44962655800009, "mem_increment_bytes": 989528064, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1893.0265894736842, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 28.444189378000374 }, { "seconds": 0.9198704833984375, "mem_increment_bytes": 984479232, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1895.214972631579, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 4.5768411829994875 }, { "seconds": 1.4359593505859376, "mem_increment_bytes": 984201216, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1893.0265894736842, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 7.745224698001039 }, { "seconds": 0.4887391979991662, "fit_seconds": 0.6985078099987732, "assign_seconds": 0.20976861199960695, "mem_increment_bytes": 58720256, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1089.4285536842106, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 15.27850670099906 }, { "seconds": 0.0, "fit_seconds": 0.1714658299988514, "assign_seconds": 0.2053574559995468, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 29360128, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1956.786907368421, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 2, "k": 3, "task": { "name": "k3-d1000", "n": 950000, "d": 1000, "k": 3, "seed": 101 }, "wall_seconds": 14.255725552000513 }, { "seconds": 9.999581183999908, "mem_increment_bytes": 1525460992, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 283.5924867857143, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 13.372180206000849 }, { "seconds": 1.681658935546875, "mem_increment_bytes": 1520447488, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 280.03095008928574, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 4.3502601830005005 }, { "seconds": 2.614801513671875, "mem_increment_bytes": 1520401408, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 285.4437149404762, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.986767237000095 }, { "seconds": 0.2819417440005054, "fit_seconds": 0.40344813900082954, "assign_seconds": 0.12150639500032412, "mem_increment_bytes": 132120576, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 185.15003729166668, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 7.894453904000329 }, { "seconds": 0.0, "fit_seconds": 0.0842230420003034, "assign_seconds": 0.12211286099955032, "mem_increment_bytes": 77594624, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 309.1446198511905, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 0, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.480526160999943 }, { "seconds": 9.09602772299877, "mem_increment_bytes": 1525751808, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 284.92802839285713, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 11.32631586000025 }, { "seconds": 1.65330224609375, "mem_increment_bytes": 1520447488, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 281.3953913690476, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 4.2904408470003546 }, { "seconds": 2.56489501953125, "mem_increment_bytes": 1520401408, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 283.7753480952381, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.7744553399988945 }, { "seconds": 0.24327794600139896, "fit_seconds": 0.3646338470007322, "assign_seconds": 0.12135590099933324, "mem_increment_bytes": 132120576, "assign_mem_increment_bytes": 50331648, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 188.46140699404762, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.746089140999175 }, { "seconds": 0.0, "fit_seconds": 0.08338407799965353, "assign_seconds": 0.12075741499938886, "mem_increment_bytes": 77594624, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 302.80277303571427, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 1, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.382919538998976 }, { "seconds": 9.283509999999296, "mem_increment_bytes": 1525403648, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 287.47281642857143, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 11.47577336300128 }, { "seconds": 1.659790283203125, "mem_increment_bytes": 1520447488, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 281.90862648809525, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 4.318367365000086 }, { "seconds": 2.569186279296875, "mem_increment_bytes": 1520401408, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 286.33442985119046, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.8213232870002685 }, { "seconds": 0.2976899080003932, "fit_seconds": 0.4212153019998368, "assign_seconds": 0.12352539399944362, "mem_increment_bytes": 138412032, "assign_mem_increment_bytes": 10485760, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 190.3331725595238, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.785966480998468 }, { "seconds": 0.0, "fit_seconds": 0.08271584800058918, "assign_seconds": 0.12061882899979537, "mem_increment_bytes": 77594624, "assign_mem_increment_bytes": 75497472, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 305.38531961309525, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 2, "k": 17, "task": { "name": "k17-d180", "n": 2100000, "d": 180, "k": 17, "seed": 102 }, "wall_seconds": 5.404249416998937 }, { "seconds": 9.8223639609987, "mem_increment_bytes": 203071488, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 29.842285236979166, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 11.658894023999892 }, { "seconds": 1.277483154296875, "mem_increment_bytes": 198938624, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 30.050641848958332, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.6594486449994292 }, { "seconds": 1.89858203125, "mem_increment_bytes": 198001152, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 30.163898188802083, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.3809034440000687 }, { "seconds": 0.24556517299970437, "fit_seconds": 0.28681162700013374, "assign_seconds": 0.04124645400042937, "mem_increment_bytes": 79691776, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 26.722208927083333, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.7143717220005783 }, { "seconds": 0.0005588340009126114, "fit_seconds": 0.040745152000454254, "assign_seconds": 0.04018631799954164, "mem_increment_bytes": 46137344, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 34.5707623984375, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 0, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.4221081050000066 }, { "seconds": 10.498680531998616, "mem_increment_bytes": 203210752, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 30.015357856770834, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 12.378300483000203 }, { "seconds": 1.279666259765625, "mem_increment_bytes": 198938624, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 29.867559040364583, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.7127475979996234 }, { "seconds": 1.93415478515625, "mem_increment_bytes": 198001152, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 29.945064180989583, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.412404348999189 }, { "seconds": 0.24376710199976515, "fit_seconds": 0.2833982760002982, "assign_seconds": 0.039631174000533065, "mem_increment_bytes": 79691776, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 26.777328990885415, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.7509840820002864 }, { "seconds": 0.0008149950026563602, "fit_seconds": 0.04166563200124074, "assign_seconds": 0.04085063699858438, "mem_increment_bytes": 46137344, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 33.466683947916664, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 1, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.5521851840003364 }, { "seconds": 23.997033248000662, "mem_increment_bytes": 203096064, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 29.860977811197916, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 25.84953582399976 }, { "seconds": 1.3068809814453124, "mem_increment_bytes": 198938624, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 29.995310940104165, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.7108859950003534 }, { "seconds": 1.9494564208984375, "mem_increment_bytes": 198001152, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 29.88587973177083, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.4225486100003764 }, { "seconds": 0.24476176299867802, "fit_seconds": 0.2850181129997509, "assign_seconds": 0.04025635000107286, "mem_increment_bytes": 85983232, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 26.768983958333333, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.750666600000841 }, { "seconds": 0.000757374000386335, "fit_seconds": 0.041255493999415194, "assign_seconds": 0.04049811999902886, "mem_increment_bytes": 46137344, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 35.1906748984375, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 2, "k": 100, "task": { "name": "k100-d32", "n": 1500000, "d": 32, "k": 100, "seed": 103 }, "wall_seconds": 3.5205701459999545 }, { "seconds": 36.514490925001155, "mem_increment_bytes": 84389888, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.097800511765253, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 38.491740060000666 }, { "seconds": 1.2693402099609374, "mem_increment_bytes": 50478592, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.0955881540643602, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.5488790119998157 }, { "seconds": 1.8797906494140626, "mem_increment_bytes": 50478592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0975610774739584, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.0078692579991184 }, { "seconds": 0.3637249489984242, "fit_seconds": 0.4040161419998185, "assign_seconds": 0.040291193001394277, "mem_increment_bytes": 50331648, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.0678385522460938, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.526739386999907 }, { "seconds": 0.0, "fit_seconds": 0.039644914999371395, "assign_seconds": 0.040000639000936644, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.171655757765997, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 0, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.1223358280003595 }, { "seconds": 36.76136432800013, "mem_increment_bytes": 84426752, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0950347084263392, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 38.746372386000075 }, { "seconds": 1.2660458984375, "mem_increment_bytes": 50478592, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.094599806780134, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.5911626939996495 }, { "seconds": 1.8660977783203125, "mem_increment_bytes": 50478592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0953634865606399, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.00362208200022 }, { "seconds": 0.35720203899836633, "fit_seconds": 0.39816687099846604, "assign_seconds": 0.040964832000099705, "mem_increment_bytes": 50331648, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.0712082142857142, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.4931486639998184 }, { "seconds": 0.0, "fit_seconds": 0.04014789699976973, "assign_seconds": 0.04041077699912421, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.18933189453125, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 1, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.121696709000389 }, { "seconds": 34.89028277699981, "mem_increment_bytes": 84316160, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 1.0959242460704985, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 36.89314309099973 }, { "seconds": 1.2286771240234375, "mem_increment_bytes": 50478592, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 1.1011868811616443, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.481138925000778 }, { "seconds": 1.8847703857421876, "mem_increment_bytes": 50478592, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 1.0968142483956473, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.038419247001002 }, { "seconds": 0.3539500980004959, "fit_seconds": 0.394546284000171, "assign_seconds": 0.04059618599967507, "mem_increment_bytes": 50331648, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.0684682859002976, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.5262550660008856 }, { "seconds": 0.00018652799917617813, "fit_seconds": 0.040626756999699865, "assign_seconds": 0.040440229000523686, "mem_increment_bytes": 31457280, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 1.1853920442708332, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 2, "k": 550, "task": { "name": "k550-d6", "n": 525000, "d": 6, "k": 550, "seed": 104 }, "wall_seconds": 3.1542790179992153 }, { "seconds": 46.55900917800136, "mem_increment_bytes": 72749056, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.021512851686830873, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 48.635417285000585 }, { "seconds": 2.5417216796875, "mem_increment_bytes": 44568064, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.021613041630497685, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.968727628000124 }, { "seconds": 4.16056005859375, "mem_increment_bytes": 44534784, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.021514624772248445, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 5.385462533000464 }, { "seconds": 0.892509417999463, "fit_seconds": 0.9325716299990745, "assign_seconds": 0.04006221199961146, "mem_increment_bytes": 18874368, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.01953185851485641, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.100228741001047 }, { "seconds": 0.0, "fit_seconds": 0.04119096199974592, "assign_seconds": 0.04176791500140098, "mem_increment_bytes": 6291456, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.05536636296025029, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.2605874210003094 }, { "seconds": 47.625482896000904, "mem_increment_bytes": 72601600, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.02152407930162218, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 49.751112988000386 }, { "seconds": 2.601173095703125, "mem_increment_bytes": 44568064, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.02152736879984538, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.992280558000857 }, { "seconds": 4.07934765625, "mem_increment_bytes": 44541952, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.021555063332451715, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 5.280674010000439 }, { "seconds": 0.9275368500020704, "fit_seconds": 0.9679938580011367, "assign_seconds": 0.04045700799906626, "mem_increment_bytes": 18874368, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.019590184077510127, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.192114434999894 }, { "seconds": 0.0, "fit_seconds": 0.04021394799929112, "assign_seconds": 0.04079409299993131, "mem_increment_bytes": 6291456, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.05422682551631221, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.2610105290004867 }, { "seconds": 47.096617320001315, "mem_increment_bytes": 73707520, "mem_meter": "vmhwm", "n_iter": 0, "inertia_per_point": 0.0214933314288104, "impl": "torch-cpu-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 49.167485330001 }, { "seconds": 2.590060546875, "mem_increment_bytes": 44568064, "mem_meter": "torch-pool", "n_iter": 0, "inertia_per_point": 0.021556895757604527, "impl": "torch-cuda-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.986701391999304 }, { "seconds": 4.23733056640625, "mem_increment_bytes": 44542464, "mem_meter": "cupy-pool", "n_iter": 0, "inertia_per_point": 0.021615353167498554, "impl": "cupy-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 5.472869019000427 }, { "seconds": 0.919211529999302, "fit_seconds": 0.9592125479994138, "assign_seconds": 0.0400010180001118, "mem_increment_bytes": 14680064, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.019681169863100405, "cuml": "26.10.00", "impl": "cuml-scalable", "init": "scalable", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 4.148242260000188 }, { "seconds": 0.0004395579999254551, "fit_seconds": 0.040701756999624195, "assign_seconds": 0.04026219899969874, "mem_increment_bytes": 6291456, "assign_mem_increment_bytes": 0, "mem_meter": "nvidia-smi", "n_iter": 0, "inertia_per_point": 0.055451305926287615, "cuml": "26.10.00", "impl": "cuml-random", "init": "random", "phase": "init", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.283207211001354 }, { "seconds": 53.53307645999848, "mem_increment_bytes": 172695552, "mem_meter": "vmhwm", "n_iter": 12, "inertia_per_point": 0.02416220527931496, "reassign_empty": true, "empty_events": 55, "reassignments": 55, "impl": "torch-cpu-farthest", "init": "random", "phase": "fit", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 55.65731662399958 }, { "seconds": 1.302778564453125, "mem_increment_bytes": 138053632, "mem_meter": "torch-pool", "n_iter": 12, "inertia_per_point": 0.024154436563562465, "reassign_empty": true, "empty_events": 55, "reassignments": 55, "impl": "torch-cuda-farthest", "init": "random", "phase": "fit", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.7330021950001537 }, { "seconds": 1.4199835205078124, "mem_increment_bytes": 138053632, "mem_meter": "cupy-pool", "n_iter": 12, "inertia_per_point": 0.024154436563562465, "reassign_empty": true, "empty_events": 55, "reassignments": 55, "impl": "cupy-farthest", "init": "random", "phase": "fit", "seed": 0, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 2.610621812998943 }, { "seconds": 54.567567863001386, "mem_increment_bytes": 172564480, "mem_meter": "vmhwm", "n_iter": 12, "inertia_per_point": 0.02475028516981337, "reassign_empty": true, "empty_events": 52, "reassignments": 52, "impl": "torch-cpu-farthest", "init": "random", "phase": "fit", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 56.66755504399953 }, { "seconds": 1.220433349609375, "mem_increment_bytes": 138053632, "mem_meter": "torch-pool", "n_iter": 12, "inertia_per_point": 0.02475575942993164, "reassign_empty": true, "empty_events": 52, "reassignments": 52, "impl": "torch-cuda-farthest", "init": "random", "phase": "fit", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.5995198559994606 }, { "seconds": 1.407363525390625, "mem_increment_bytes": 138053632, "mem_meter": "cupy-pool", "n_iter": 12, "inertia_per_point": 0.02475575942993164, "reassign_empty": true, "empty_events": 52, "reassignments": 52, "impl": "cupy-farthest", "init": "random", "phase": "fit", "seed": 1, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 2.6139440370006923 }, { "seconds": 55.22147137999855, "mem_increment_bytes": 172572672, "mem_meter": "vmhwm", "n_iter": 12, "inertia_per_point": 0.025534780050207068, "reassign_empty": true, "empty_events": 46, "reassignments": 46, "impl": "torch-cpu-farthest", "init": "random", "phase": "fit", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 57.27896279699962 }, { "seconds": 1.21870068359375, "mem_increment_bytes": 138053632, "mem_meter": "torch-pool", "n_iter": 12, "inertia_per_point": 0.02553839190447772, "reassign_empty": true, "empty_events": 46, "reassignments": 46, "impl": "torch-cuda-farthest", "init": "random", "phase": "fit", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 3.619866297000044 }, { "seconds": 1.3975250244140625, "mem_increment_bytes": 138053632, "mem_meter": "cupy-pool", "n_iter": 12, "inertia_per_point": 0.02553839190447772, "reassign_empty": true, "empty_events": 46, "reassignments": 46, "impl": "cupy-farthest", "init": "random", "phase": "fit", "seed": 2, "k": 3000, "task": { "name": "k3000-d2", "n": 135000, "d": 2, "k": 3000, "seed": 105, "kind": "blobs", "true_k": 300, "separation": 4, "std": 1, "quantize": 0.05 }, "wall_seconds": 2.6244845670007635 } ]